Leading AI engineering teams

The bar is the job

You can’t outsource a high bar to a process. It’s set by people, held by people, and lost the moment leadership stops paying attention. My core job leading an AI engineering practice is simple to state and hard to do: hire engineers who raise the bar, coach them to raise it further, and hold the line uniformly — across every team, every quarter, regardless of pressure.

Hiring for the bar

• Depth over hype. The market is full of people who can talk about agents. I hire the ones who’ve shipped them, debugged them at 3am, and can explain why their last design failed. Judgement shows up in the failures, not the highlight reel.
• Slope over position. Where someone is matters less than how fast they’re climbing. I’d rather have a fast learner with strong fundamentals than a static expert in last year’s stack — in this field, last year’s stack is already moving.
• Raises-the-average test. Every hire should lift the team’s median, not fill a seat. A weak hire doesn’t just underperform; it lowers the bar everyone else is calibrated to.

Coaching, not just managing

• Hard problems, real support. Growth comes from struggling through the hard parts with a safety net — not from being handed easy work or rescued too early. I give engineers problems slightly beyond their reach and the backing to solve them.
• Guard the craft from AI shortcuts. AI-assisted development raises throughput and can quietly erode judgement. I push teams to use the tools hard and keep developing the deep skills that make a senior engineer worth listening to. Raise the floor without lowering the ceiling.
• Feedback that’s specific and frequent. Vague praise and saved-up criticism both waste people. The job is concrete, timely, and honest — calibrated to who someone is becoming, not just what they shipped last sprint.

Culture is the real platform

The teams that hold the bar share a few traits: they write things down, they own their incidents, they say no to shortcuts that mortgage tomorrow, and they treat their platform as a product with internal customers who deserve craft. A leader’s job is to protect that culture from the constant pressure to cut corners — and to make the right thing the easy thing, through paved roads and golden paths.

And then advisory follows

Executives don’t want technical advice from someone who hasn’t shipped. The reason I’m useful in the boardroom — build-vs-buy, the platform bet, the security stance, the talent model — is that I’m still close enough to the engineering floor to know what’s real. Executive advisory isn’t the headline; it’s the consequence of leading teams that deliver. Credibility is earned at the bar, then spent at the table.